@article{towardsonpolicydataevolutionforvisualnat, title = {Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents}, author = {Shijue Huang and Hangyu Guo and Guanting Dong and Chenxin Li and Junting Lu and Xinyu Geng and Zhaochen Su and Zhenyu Li and Shuang Chen and Hongru Wang and Yi R. Fung}, year = {2026}, eprint = {2605.10832}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.10832}, }